ModelRefs / ModelRefs Blog
ModelRefs Blog
Practical AI and machine learning articles from the ModelRefs team.
What this reference supports
ModelRefs Blog: This hub organizes related ModelRefs references into a crawlable starting point. Use it to narrow the problem, identify relevant profiles or guides, and continue into detailed evidence and implementation material.
ModelRefs Blog: Items are connected across models, providers, benchmarks, workflows, tools, and guides. Those relationships explain where an option fits, what it depends on, and which adjacent decisions still need validation.
ModelRefs Blog: Catalogue presence is not an endorsement or universal ranking. Compare candidates against your own requirements and review each page's sources, freshness notes, limitations, and coverage gaps.
All articles (5)
Every published article, newest first. Each links to the glossary entries and references it draws on.
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How AI Search Engines Actually Cite Developer Content
What actually gets developer content cited by ChatGPT, Perplexity and Google AI Overviews: the one controlled study, vendor data, and our own crawler fixes.
17 October 2026 · ModelRefs Editorial
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RAG vs Fine-Tuning: Which One Do You Actually Need?
Both customize an LLM for your use case, but they solve different problems. Here is how to pick the right one — and when to combine them.
18 May 2026 · 2 min read · ModelRefs Team
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How to Learn AI From Scratch in 2026: A Realistic Roadmap
No PhD required. Here is the order to learn AI in 2026 — what to study first, what to skip, and how long it actually takes.
16 May 2026 · 1 min read · ModelRefs Team
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Transformers Explained Simply: The Architecture Behind Modern AI
The Transformer is the single most important architecture in modern AI. Here is the intuition without the heavy math.
14 May 2026 · 1 min read · ModelRefs Team
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What is a Large Language Model (LLM)? A Plain-English Guide
LLMs power ChatGPT, Claude, and Gemini. Here is how they actually work, what they can and cannot do, and how to start using them today.
12 May 2026 · 1 min read · ModelRefs Team
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